Full Slepian-Bangs Formula for Fisher Information on Lie Groups - Hub Intelligence Artificielle de CentraleSupélec
Communication Dans Un Congrès Année : 2024

Full Slepian-Bangs Formula for Fisher Information on Lie Groups

Sara El Bouch
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  • PersonId : 1245121
  • IdRef : 268972044
Samy Labsir
Alexandre Renaux

Résumé

In this communication we develop a new full Slepian-Bangs formula adapted to observations on Lie Groups (LGs) distributed according to a Gaussian distribution on LGs (CGD), where both the LG mean and LG covariance depend on an unknown LG parameter. This formulation, which can be seen as a generalization on LGs of the full Slepian-Bangs formula for the Euclidean Gaussian distribution, is obtained using LG tools and properties of the CGD. A closed-form expression is then obtained for a modified Wahba's problem where the observations' covariance matrix depends on the unknown rotation matrix. Such expression is validated through numerical simulations.
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Dates et versions

hal-04760572 , version 1 (30-10-2024)

Identifiants

  • HAL Id : hal-04760572 , version 1

Citer

Sara El Bouch, Samy Labsir, Alexandre Renaux, Jordi Vilà-Valls, Éric Chaumette. Full Slepian-Bangs Formula for Fisher Information on Lie Groups. Asilomar Conference on Signals, Systems and Computers, 2024, Pacific Grove, United States. ⟨hal-04760572⟩
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